Drop the Heavyweights: YOLO‑Based 3D Segmentation Outpaces SAM/CLIP

Open‑YOLO 3D replaces costly SAM/CLIP steps with 2D detection, LG label‑maps, and parallelized visibility, enabling fast and accurate 3D OV segmentation.